Evidence map›Paper›PMID 42819190›Full record

ArticleFrontiers in public health2026

The health production function in South Asia: panel evidence on education, health expenditure, governance, and longevity.

Mohammad Ridwan, Zulfiquar Ali Antor, Jeremy Ko, Md Emran Hossain, Chun Kai Leung, Wai-Kit Ming, Mohd Ziaur Rehman

Abstract read
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Article in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
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0citing papers in PubMed
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1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Mohammad RidwanDepartment of Economics, Noakhali Science and Technology University, Noakhali, Bangladesh.
Zulfiquar Ali AntorDepartment of Economics, Noakhali Science and Technology University, Noakhali, Bangladesh.
Jeremy KoCentre for Comparative and International Studies, ETH Zurich, Zürich, Switzerland.
Md Emran HossainAdvanced Research Centre, European University of Lefke, Lefke, Northern Cyprus, Mersin, Türkiye.
Chun Kai LeungGlobal Society and Sustainability Lab, University of Hong Kong, Hong Kong, Hong Kong SAR, China.
Wai-Kit MingDepartment of Infectious Diseases and Public Health, City University of Hong Kong, Kowloon, Hong Kong SAR, China.
Mohd Ziaur RehmanDepartment of Finance, College of Business Administration, King Saud University, Riyadh, Saudi Arabia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study examines the association of education, government effectiveness, health expenditure, economic growth, and urbanization with life expectancy in South Asia within Grossman's health capital framework. Using annual panel data for seven South Asian countries-Bangladesh, Bhutan, India, Maldives, Nepal, Pakistan, and Sri Lanka-over 2000-2025, the analysis investigates both long-run and short-run relationships. The empirical strategy combines panel unit root tests, panel ARDL estimation, Driscoll-Kraay standard errors, PCSE, FGLS, System GMM, and bootstrap panel causality tests. The results indicate a stable long-run relationship among the variables. Education, measured by school enrollment and adult literacy, is positively and significantly associated with life expectancy. GDP per capita also shows a positive and significant association. Health expenditure has a positive but model-sensitive association, suggesting that the effectiveness of spending may matter more than its level alone. By contrast, government effectiveness and urbanization are significantly associated with life expectancy but with negative coefficients in the estimated models. Bootstrap causality results indicate dynamic links between life expectancy and several explanatory variables. Overall, the findings highlight the importance of education, inclusive growth, efficient health spending, and better-managed urban development in shaping longevity across South Asia.

Indexed as

Educational StatusHealth ExpendituresLife ExpectancyLongevityAsia, SouthernEconomic DevelopmentHumansUrbanizationeducationgovernment effectivenesshealth expenditurelife expectancyurbanization

Identifiers

PMID42819190
PMCPMC13623673

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.